Defund Police, Twitter, 6/19/2020 6:56:21 AM, 229550
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Defund Police_2020-06-18_18-25-59.xlsx
Defund Police_2020-06-18_18-25-59.xlsx
View an interactive version of this graph (experimental)
From:
Connected Action NodeXL-Reports
Uploaded on:
June 19, 2020
Short Description:
Defund Police via NodeXL https://bit.ly/2NnXSBv
@benjaminpdixon
@ryanafournier
@im_peach_mint
@abc
@baldeagle1964
@realdonaldtrump
@payusmoreucsc
@maxblumenthal
@thehill
@angela__att

Top hashtags:
#defundthepolice
#defendthepolice
#1a
#votered
#maga
#blacklivesmatter

Description:
Description
The graph represents a network of 19,781 Twitter users whose recent tweets contained "Defund Police", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Friday, 19 June 2020 at 01:38 UTC.

The tweets in the network were tweeted over the 5-hour, 4-minute period from Thursday, 18 June 2020 at 20:21 UTC to Friday, 19 June 2020 at 01:25 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

The graph is directed.

The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.

The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.


Author Description


Overall Graph Metrics
Vertices : 19781
Unique Edges : 24162
Edges With Duplicates : 1514
Total Edges : 25676
Number of Edge Types : 5
Retweet : 14389
Tweet : 2356
Replies to : 2368
MentionsInRetweet : 3692
Mentions : 2871
Self-Loops : 2436
Reciprocated Vertex Pair Ratio : 0.00520231213872832
Reciprocated Edge Ratio : 0.0103507763082231
Connected Components : 2496
Single-Vertex Connected Components : 1087
Maximum Vertices in a Connected Component : 13027
Maximum Edges in a Connected Component : 18481
Maximum Geodesic Distance (Diameter) : 23
Average Geodesic Distance : 7.2482
Graph Density : 5.77787848733316E-05
Modularity : 0.872172
NodeXL Version : 1.0.1.433
Data Import : The graph represents a network of 19,781 Twitter users whose recent tweets contained "Defund Police", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Friday, 19 June 2020 at 01:38 UTC.

The tweets in the network were tweeted over the 5-hour, 4-minute period from Thursday, 18 June 2020 at 20:21 UTC to Friday, 19 June 2020 at 01:25 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".
Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : TwitterSearch
Graph Term : Defund Police
Groups : The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.
Edge Color : Edge Weight
Edge Width : Edge Weight
Edge Alpha : Edge Weight
Vertex Radius : Betweenness Centrality

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[122] https://www.jihadwatch.org/?name=196948
[120] https://www.foxnews.com/sports/herschel-walker-defund-the-police-offer
[110] https://actionnetwork.org/forms/sign-the-petition-to-us-mayors-defund-the-police-invest-in-communities?source=twitter&
[84] https://www.wnd.com/2020/06/herschel-walker-offers-send-people-want-defund-police-countries-without/
[81] https://twitter.com/wsbtv/status/1273648327402323974
[66] https://www.8toabolition.com/
[53] https://twitter.com/ABC/status/1273463209580793857
[40] https://dailycaller.com/2020/06/18/nfl-running-back-herschel-walker-flight-countries-defund-police/
[35] https://truepundit.com/defund-the-police-critique-costs-professor-job-at-fed-reserve-bank/
[34] https://www.redstate.com/alexparker/2020/06/18/herschel-walker-defund-police-offer-fly-american-delta-southwest/?utm_source=Twitter&utm_medium=social&utm_term=herschel-walker-defund-police-offer-fly-american-delta-southwest&utm_content=0&utm_campaign=PostPromoterPro

Top URLs in Tweet in G1:
[12] https://www.foxnews.com/sports/herschel-walker-defund-the-police-offer
[2] https://www.foxnews.com/sports/herschel-walker-defund-the-police-offer?fbclid=IwAR2grVxspFZo_G0pNImUhDwFPRcg3vLk7c2An4x1lMTSc-XUKr3y7DgpByY
[1] https://twitter.com/RyanAFournier/status/1269808714380455936
[1] https://twitter.com/CallahanPodcast/status/1273616878716452864

Top URLs in Tweet in G2:
[72] https://www.wnd.com/2020/06/herschel-walker-offers-send-people-want-defund-police-countries-without/
[17] https://www.foxnews.com/sports/herschel-walker-defund-the-police-offer
[15] https://www.centerforsecuritypolicy.org/2020/06/18/dont-defund-our-police-defend-them/
[11] https://www.breitbart.com/sports/2020/06/17/herschel-walker-suggests-airlines-fly-defund-police-activists-countries-no-police/
[8] https://www.westernjournal.com/survey-landslide-majority-truckers-say-will-not-deliver-cities-defund-police/?utm_source=Twitter&utm_medium=PostTopSharingButtons&utm_campaign=websitesharingbuttons
[5] https://teamcandaceowens.com/herschel-walker-suggests-airlines-fly-defund-the-police-activists-to-countries-with-no-police/
[3] https://truepundit.com/defund-the-police-critique-costs-professor-job-at-fed-reserve-bank/
[3] https://townhall.com/tipsheet/bethbaumann/2020/06/17/president-trump-sounds-off-on-the-defund-the-police-movement-n2570859
[2] https://townhall.com/tipsheet/bethbaumann/2020/06/16/even-the-congressional-black-caucus-chair-has-issues-with-the-defund-the-police-slogan-n2570770
[2] http://www.mcsallyforsenate.com/2020/06/statement-of-martha-mcsally-on-dangerous-democratic-idea-to-defund-police/

Top URLs in Tweet in G3:
[1] https://www.buzzfeednews.com/article/ryancbrooks/joe-biden-opposes-defund-the-police-activists-protest
[1] https://www.theguardian.com/us-news/2020/jun/05/defunding-the-police-us-what-does-it-mean

Top URLs in Tweet in G4:
[8] https://www.westernjournal.com/survey-landslide-majority-truckers-say-will-not-deliver-cities-defund-police/?utm_source=Twitter&utm_medium=PostTopSharingButtons&utm_campaign=websitesharingbuttons
[5] https://www.fox5ny.com/news/herschel-walker-offers-to-fly-defund-the-police-supporters-to-countries-without-law-enforcement?utm_campaign=snd-autopilot
[4] https://ussanews.com/News1/2020/06/18/herschel-walker-suggests-airlines-fly-defund-the-police-activists-to-countries-with-no-police/
[2] https://www.washingtonpost.com/outlook/2020/06/12/defund-police-violent-crime/?arc404=true
[2] https://www.foxnews.com/sports/herschel-walker-defund-the-police-offer
[2] https://neonnettle.com/news/11688-herschel-walker-offers-to-fly-defund-police-activists-to-lawless-countries
[2] https://www.change.org/p/jay-inslee-defund-washington-state-law-enforcement?utm_source=share_petition&utm_medium=custom_url&recruited_by_id=9804dee0-ba8a-11e9-90d6-999de5adad4b
[1] https://twitter.com/realdonaldtrump/status/1272972387034771456
[1] https://www.nationalreview.com/magazine/2020/07/06/a-second-amendment-moment/?fbclid=IwAR1PFUn3qFqvtXgPRiTPMx_gVEpXpj7pbZbds8CPQgMNJyFW5M0s8W5fRrU
[1] https://www.fox5atlanta.com/news/herschel-walker-offers-to-fly-defund-the-police-supporters-to-countries-without-law-enforcement

Top URLs in Tweet in G5:
[45] https://twitter.com/wsbtv/status/1273648327402323974
[25] https://www.foxnews.com/sports/herschel-walker-defund-the-police-offer
[13] https://twitter.com/abc/status/1273463209580793857
[12] https://twitter.com/ABC/status/1273463209580793857
[8] https://www.theblaze.com/news/herschel-walker-blasts-supporters-of-defund-the-police-movement
[7] https://twitter.com/breaking911/status/1273716646344036352
[6] https://twitter.com/Breaking911/status/1273716646344036352
[6] https://twitter.com/thelakewolf/status/1273238517984956417
[6] https://www.westernjournal.com/survey-landslide-majority-truckers-say-will-not-deliver-cities-defund-police/?utm_source=Twitter&utm_medium=PostSideSharingButtons&utm_campaign=websitesharingbuttons
[6] https://www.westernjournal.com/survey-landslide-majority-truckers-say-will-not-deliver-cities-defund-police/?utm_source=Twitter&utm_medium=PostTopSharingButtons&utm_campaign=websitesharingbuttons

Top URLs in Tweet in G6:
[4] https://www.mediaite.com/a/znmfn
[1] https://www.nytimes.com/2020/06/12/opinion/sunday/floyd-abolish-defund-police.html
[1] https://twitter.com/BWestbrookAZ8/status/1273756289340813312
[1] https://actionnetwork.org/forms/sign-the-petition-to-us-mayors-defund-the-police-invest-in-communities?source=twitter&
[1] https://twitter.com/senatortimscott/status/1273253695204003841
[1] https://twitter.com/JoeBiden/status/1273722153301655554
[1] https://www.gofundme.com/f/black-lives-matter-hats-donations?utm_source=twitter&utm_medium=social&utm_campaign=p_cp+share-sheet

Top URLs in Tweet in G7:
[22] https://trib.al/ECziGuo
[6] https://www.usatoday.com/story/news/factcheck/2020/06/18/fact-check-adolf-hitler-did-not-defund-police-nazi-germany/3206096001/
[4] https://saraacarter.com/79-of-truckers-dont-want-to-travel-through-areas-that-defund-police-neither-do-i/?utm_source=twitter&utm_medium=social&utm_campaign=social-pug
[3] https://www.nationalreview.com/magazine/2020/07/06/a-second-amendment-moment/
[3] https://www.foxnews.com/media/steve-scalise-shooting-congressional-baseball-practice-defund-police-movement
[2] https://djt.app/s/1rnlQQv
[2] https://www.foxnews.com/sports/herschel-walker-defund-the-police-offer
[1] https://twitter.com/RichardGrenell/status/1268546489858605056
[1] https://secure.winred.com/lee-zeldin-for-congress/trump
[1] https://thehill.com/homenews/media/503387-herschel-walker-offers-sending-defund-the-police-supporters-to-lawless

Top URLs in Tweet in G8:
[1] https://twitter.com/richsssmith/status/1273488196576227328
[1] https://www.mobilize.us/pastandsup/event/280827/?referring_vol=2261782&rname=Amy&share_context=signup-form-modal&share_medium=twitter×lot=1585991
[1] https://www.kron4.com/news/bay-area/bay-area-labor-unions-call-on-city-of-oakland-to-defund-police-department/

Top URLs in Tweet in G9:
[13] https://www.foxnews.com/sports/herschel-walker-defund-the-police-offer
[2] https://twitter.com/paulie2000/status/1273737067466575874
[2] https://twitter.com/abc/status/1273463209580793857
[1] https://q13fox.com/2020/06/14/vandals-damage-mayors-home-and-other-parts-of-olympia-following-protest/
[1] https://twitter.com/ksorbs/status/1273757509988364290
[1] https://www.georgialeo.org/post/apd
[1] https://twitter.com/RealJamesWoods/status/1273409736759599104
[1] https://twitter.com/i/events/1270408058829594624
[1] https://trib.al/ZpVcNsX
[1] https://twitter.com/jali_cat/status/1272627561441513482

Top URLs in Tweet in G10:
[15] https://www.foxnews.com/sports/herschel-walker-defund-the-police-offer
[3] https://reaperpodcast.com/2020/06/15/defund-police/
[2] https://www.foxnews.com/us/detroit-defund-police-consequences
[2] https://twitter.com/celebrityfind/status/1273478185292881921
[2] https://ir.shareaholic.com/e?a=1&u=https://www.washingtontimes.com/news/2020/jun/16/truckers-wont-deliver-to-cities-which-defund-or-di/%3Futm_campaign%3Dshareaholic%26utm_medium%3Dtwitter%26utm_source%3Dsocialnetwork&r=1
[2] https://www.nbcnewyork.com/news/local/4-shot-1-teen-girl-dead-in-late-night-nyc-park-attack/2461003/?_osource=SocialFlowFB_NYBrand&fbclid=IwAR0o-N8doQw8DgF1YoVdYnZ11vQRLGVDG8YNAQs8P7CBP_UXKZy5mgdDBPU&fbclid=IwAR3upowx3Sm6rtHQ0j_TTTboQrlquHIt8XEUd5hS3U9O8EQnJzpHQ32UFBI
[1] https://ir.shareaholic.com/e?a=1&u=https://www.washingtontimes.com/news/2020/jun/15/dc-council-gets-earful-with-calls-from-residents-t/%3Futm_campaign%3Dshareaholic%26utm_medium%3Dtwitter%26utm_source%3Dsocialnetwork&r=1
[1] https://secure.winred.com/team/don-jr-candidate-of-the-week-june-15
[1] https://twitter.com/abc/status/1273463209580793857
[1] https://conservativefreedomnetwork.com/what-it-will-take-for-the-left-to-understand-the-damage-of-defund-police/?utm_source=Email_marketing&utm_campaign=Content_6.18.20&cmp=1&utm_medium=HTMLEmail&_ccCt=gbu9-22t03a-of36v6-du8wmxx7

Top Domains
Top Domains in Tweet in Entire Graph:
[736] twitter.com
[159] foxnews.com
[140] actionnetwork.org
[123] jihadwatch.org
[117] wnd.com
[98] youtube.com
[89] change.org
[74] redstate.com
[66] 8toabolition.com
[58] dailycaller.com

Top Domains in Tweet in G1:
[14] foxnews.com
[2] twitter.com

Top Domains in Tweet in G2:
[73] wnd.com
[21] foxnews.com
[15] centerforsecuritypolicy.org
[14] breitbart.com
[9] westernjournal.com
[8] twitter.com
[7] townhall.com
[5] teamcandaceowens.com
[3] truepundit.com
[2] mcsallyforsenate.com

Top Domains in Tweet in G3:
[1] buzzfeednews.com
[1] theguardian.com

Top Domains in Tweet in G4:
[8] westernjournal.com
[6] ussanews.com
[5] fox5ny.com
[2] washingtonpost.com
[2] foxnews.com
[2] twitter.com
[2] neonnettle.com
[2] change.org
[1] nationalreview.com
[1] fox5atlanta.com

Top Domains in Tweet in G5:
[352] twitter.com
[39] foxnews.com
[23] westernjournal.com
[11] wnd.com
[11] youtube.com
[8] theblaze.com
[7] suntimes.com
[7] instagram.com
[5] change.org
[5] jihadwatch.org

Top Domains in Tweet in G6:
[4] mediaite.com
[3] twitter.com
[1] nytimes.com
[1] actionnetwork.org
[1] gofundme.com

Top Domains in Tweet in G7:
[23] trib.al
[10] twitter.com
[6] foxnews.com
[6] usatoday.com
[4] saraacarter.com
[3] nationalreview.com
[2] djt.app
[1] winred.com
[1] thehill.com
[1] politico.com

Top Domains in Tweet in G8:
[1] twitter.com
[1] mobilize.us
[1] kron4.com

Top Domains in Tweet in G9:
[13] foxnews.com
[9] twitter.com
[1] q13fox.com
[1] georgialeo.org
[1] trib.al

Top Domains in Tweet in G10:
[19] foxnews.com
[5] twitter.com
[3] shareaholic.com
[3] reaperpodcast.com
[2] winred.com
[2] nbcnewyork.com
[1] conservativefreedomnetwork.com
[1] lawenforcementtoday.com
[1] thenationalpulse.com
[1] nytimes.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[134] defundthepolice
[85] defendthepolice
[76] 1a
[76] votered
[64] maga
[52] blacklivesmatter
[43] backtheblue
[39] blm
[32] defund
[27] nickmckim



Top Hashtags in Tweet in G1:
[2] 2a
[1] 1a
[1] votered
[1] youareyourownfirstresponder
[1] 2ashallnotbeinfringed

Top Hashtags in Tweet in G2:
[73] defendthepolice
[62] 1a
[62] votered
[16] blm
[7] backtheblue
[5] foxnews
[2] alllivesmatter
[2] recallgavinnewsom
[1] blacklivesmatter
[1] antifa

Top Hashtags in Tweet in G3:
[1] greenparty2020
[1] greenparty

Top Hashtags in Tweet in G4:
[4] 1a
[4] votered
[2] policing
[1] 2a
[1] defundthepolice
[1] defundpolice
[1] explainer
[1] economics
[1] budget2020
[1] cities

Top Hashtags in Tweet in G5:
[16] defundthepolice
[12] foxnews
[9] backtheblue
[9] blacklivesmatter
[8] defundpolice
[7] police
[6] defund
[5] smartnews
[4] blm
[4] cdnpoli

Top Hashtags in Tweet in G6:
[13] defundthepolice
[4] cpacnow
[3] blm
[1] judticeact

Top Hashtags in Tweet in G7:
[4] bestpresidentever45
[3] justiceact
[3] mi06
[2] backtheblue
[2] maga
[2] gapol
[2] gasen
[2] wwg1wga
[1] basementbiden
[1] whoareyougoingtocall

Top Hashtags in Tweet in G8:
[1] vanpoli
[1] defundthepolice

Top Hashtags in Tweet in G9:
[5] backtheblue
[4] gapol
[2] bluelivesmatter
[2] 1a
[2] votered
[1] sass
[1] foxnews
[1] blueflu
[1] protectourkids
[1] wwg1gwa

Top Hashtags in Tweet in G10:
[52] maga
[6] atlantablueflu
[2] backtheblue
[2] bluelivesmatter
[2] blueflu
[2] defundthepolice
[1] pa08
[1] atlantapolice
[1] atlantapd
[1] mi11

Top Words
Top Words in Tweet in Entire Graph:
[] Top Word Pairs in Tweet in Entire Graph
[] Entire Graph Count
[] Top Word Pairs in Tweet in G1

Top Words in Tweet in G1:
[1402] police
[1395] defund
[1357] blm
[1357] those
[1355] liberal
[1355] mayor
[1355] olympia
[1355] wa
[1355] praised
[1355] chanting

Top Words in Tweet in G2:
[2102] police
[1169] defund
[512] herschel
[502] people
[488] walker
[468] countries
[404] idea
[381] don
[379] blm
[375] protests

Top Words in Tweet in G3:
[1249] police
[1242] defund
[1213] education
[1209] ve
[1209] defunded
[11] democrats
[10] green
[10] medicare
[8] willing
[8] vote

Top Words in Tweet in G4:
[1170] police
[1151] defund
[348] libs
[185] cops
[178] quit
[174] cant
[27] countries
[23] herschel
[23] walker
[17] offers

Top Words in Tweet in G5:
[1312] police
[1071] defund
[157] people
[78] need
[67] cops
[64] black
[61] more
[57] abolish
[56] fucking
[50] going

Top Words in Tweet in G6:
[1238] free
[903] trump
[826] police
[800] defund
[742] name
[741] sanctions
[692] viva
[692] chávez
[692] hands
[692] venezuela

Top Words in Tweet in G7:
[839] police
[672] defund
[313] realdonaldtrump
[135] democrats
[111] president
[105] people
[102] radical
[91] mental
[90] departments
[86] law

Top Words in Tweet in G8:
[692] police
[670] defund
[623] re
[623] visual
[623] learner
[25] black
[22] protestors
[19] invest
[16] those
[16] housing

Top Words in Tweet in G9:
[657] police
[637] defund
[323] white
[281] people
[254] platform
[244] globalism
[244] socialism
[168] campaign
[166] far
[87] update

Top Words in Tweet in G10:
[464] police
[397] defund
[130] people
[93] abc
[84] #backtheblue
[81] same
[81] #bluelivesmatter
[80] wait
[79] aren
[79] finest

Top Word Pairs
Top Word Pairs in Tweet in G2:
[1383] defund,police
[1355] herschel,walker
[1355] kag,rally
[1355] blm,protests
[1355] don,police
[1355] walker,offers
[1355] offers,send
[1355] countries,without
[1355] rally,vs
[1355] vs,blm

Top Word Pairs in Tweet in G3:
[919] defund,police
[488] police,ve
[372] ve,defunded
[372] defunded,education
[350] democrats,willing
[345] vote,green
[344] defunding,police
[251] police,refund
[186] refund,community
[186] defund,everything

Top Word Pairs in Tweet in G4:
[1235] defund,police
[1209] libs,defund
[1209] police,cops
[1209] cops,quit
[8] quit,libs
[8] libs,cant
[7] herschel,walker
[7] walker,offers
[7] countries,without
[6] 'defund,police'

Top Word Pairs in Tweet in G5:
[1132] defund,police
[174] herschel,walker
[174] people,defund
[174] police,defund
[174] lives,matter
[174] walker,offers
[23] defund,fucking
[17] fucking,police
[15] police,departments
[10] black,lives

Top Word Pairs in Tweet in G6:
[880] defund,police
[44] viva,chávez
[42] chávez,hands
[37] hands,venezuela
[32] sanctions,kill
[31] kill,kids
[29] kids,free
[29] free,palestine
[29] palestine,fire
[29] fire,jared

Top Word Pairs in Tweet in G7:
[799] defund,police
[692] police,departments
[692] democrats,defund
[692] abolish,police
[619] president,realdonaldtrump
[619] defund,abolish
[619] billion,dollars
[619] dollars,homelessness
[619] homelessness,mental
[619] mental,illness

Top Word Pairs in Tweet in G8:
[482] defund,police
[90] re,visual
[79] visual,learner
[75] learner,defund
[72] police,invest
[71] black,people
[65] people,being
[65] being,lynched
[65] lynched,2020
[65] 2020,one

Top Word Pairs in Tweet in G9:
[670] defund,police
[623] police,white
[623] white,people
[623] people,globalism
[19] globalism,socialism
[14] campaign,platform
[14] platform,far
[14] far,defund
[14] update,platform
[14] platform,defund

Top Word Pairs in Tweet in G10:
[599] defund,police
[244] people,defund
[244] hey,wait
[244] wait,aren
[244] aren,same
[166] same,people
[166] police,hypocrisy
[166] hypocrisy,finest
[87] finest,#backtheblue
[79] #backtheblue,#bluelivesmatter

Top Replied-To
Top Replied-To in Entire Graph:
@abc
@cernovich
@realdonaldtrump
@realjameswoods
@breaking911
@davidlammy
@pismo_b
@parismilanyt
@seanhannity
@thekayanova

Top Replied-To in G1:
@ryanafournier
@lefttim101
@nickbossing

Top Replied-To in G2:
@gavinnewsom
@paulsperry_
@latimes
@2019thenew1984
@crrja5
@breitbartnews
@nevadaeljefe
@caliconserv1
@country_gman
@saneseeker

Top Replied-To in G3:
@benjaminpdixon
@abird_cawcaw
@kyle_experience
@10news
@sliccardo
@itssaljr
@somberdreaming
@nue_cents
@sbrewzz
@dankteamemes

Top Replied-To in G4:
@washingtonpost
@harveystaub1
@baldeagle1964
@josieamycashman
@odawgfan
@iluminoli
@17emeraldroses
@arianneerosee
@isle_of_sun
@jessicab0b

Top Replied-To in G6:
@king_davess
@soit_goes
@beccajlower
@killerguerilla
@jus1_kimberely
@jackiembouvier
@lauramusselwhit

Top Replied-To in G7:
@realdonaldtrump
@seanhannity
@judicialwatch
@scottpresler
@joebiden
@davidjharrisjr
@no_silenced
@patba1
@whitehouse
@angelwarrior321

Top Replied-To in G8:
@senwarren

Top Replied-To in G9:
@jackposobiec
@girlisthatlegal
@elaineluriava
@catesduane
@realmattcouch
@paulsperry_
@deplorablekiki
@liarsalwayslie
@thebradfordfile
@stevegoldstein1

Top Replied-To in G10:
@abc
@leahr77
@herschelwalker
@muzzleofbeeslp
@princee88278113
@watchchad
@missilmom
@dloesch
@trey_vondinkis
@sonsonate323

Top Mentioned
Top Mentioned in Entire Graph:
@maxblumenthal
@realdonaldtrump
@theofficertatum
@herschelwalker
@gavinnewsom
@mediaite
@theactionnet
@anncoulter
@youtube
@bognet4congress

Top Mentioned in G1:
@carolyndelara
@seeusaredeemed4
@timkaine
@ryanafournier

Top Mentioned in G2:
@herschelwalker
@gavinnewsom
@billmaher
@breitbartnews
@frankgaffney
@securefreedom
@ca_dem
@pnjaban
@realdonaldtrump
@theriseofrod

Top Mentioned in G3:
@drstevenhobbs
@benjaminpdixon
@zooqualia
@_tunejunke
@amandalc216
@bermudezwrites
@govjventura
@d2harris

Top Mentioned in G4:
@washingtonpost
@jenpal4u
@pat_sharkey
@truthhammer888
@inaliberata1
@loosebricks
@ritapanahi
@tseivers59
@realdonaldtrump
@theheraldsun

Top Mentioned in G5:
@brewminate

Top Mentioned in G6:
@maxblumenthal
@mediaite
@tyshboi
@dankbydesign
@theactionnet
@walnuttunlaw
@mswimmer58
@thehill
@prog_blacksmith
@rotarycup

Top Mentioned in G7:
@realdonaldtrump
@senatortimscott
@reppetestauber
@leezeldin
@usdot
@joebiden
@hkrassenstein
@potus
@saracarterdc
@presssec

Top Mentioned in G8:
@gayleong
@reprokhanna

Top Mentioned in G9:
@1216tor
@jackposobiec
@scotttaylorva
@jfaith1979
@realdealaxelrod
@dreadlyknight
@bonfiredesigns
@realmattcouch
@marianmargretha
@ebe2014

Top Mentioned in G10:
@bognet4congress
@foxnews
@ingrahamangle
@cnn
@abc
@donaldjtrumpjr
@potus
@espn
@yummybear2020
@washtimes

Top Tweeters
Top Tweeters in Entire Graph:
@thebookofginko
@matthewtwihard
@robinsnewswire
@current_knewz
@commonpatriot
@raybae689
@1denmadrid
@mackaysuzie
@isidormeyer1
@miltonespinozaf

Top Tweeters in G1:
@joej2020usa
@wavetossed
@irapeda
@sasky1959
@perviver
@pax2sofie
@rovendetti
@rjsamerica
@linw0918
@usajustice4all

Top Tweeters in G2:
@isidormeyer1
@jver1
@patriotmarie
@fasting39
@pmgeezer
@lauracgilleslil
@veram43395421
@reneecarrollaz
@shirleyringuet5
@usalivestrong

Top Tweeters in G3:
@elknight20
@mastaofmp3s
@painter_nancy
@march4progress
@vk_hm
@bobsarmymom
@snapbaeks
@kahyateh
@_salt_n_lime
@kshaw58

Top Tweeters in G4:
@sandyriccobono
@acuhealtcm
@quicksilver2723
@ussanews
@thewaterflea
@marckymarc40
@elizakbyrd
@washingtonpost
@sofia03336
@jabs611

Top Tweeters in G5:
@robinsnewswire
@current_knewz
@davidjones720
@twitkcg
@jodyfield
@mzee26
@inpoco
@dian5
@intelwar
@nberlat

Top Tweeters in G6:
@loudl
@johnjoechad
@cwharlow
@satirist_indian
@ibmlahamad
@acua_juana
@flugennock
@harkonen2
@veralfenix
@macbeestje

Top Tweeters in G7:
@law1gloria
@peggyruppe
@60sreno
@harrietbaldwin
@sheindie
@calling12001
@annaapp91838450
@bryan700
@dhrxsol1234
@autismfamily01

Top Tweeters in G8:
@blogdiva
@dop3sweet
@yamilesofia
@mjolnirmk86
@missbonekitty
@kron4news
@callmekennnnn
@bianca_lathrop
@jenndeve
@frankenfert

Top Tweeters in G9:
@britpoptarts
@al_sportslover
@dianabialkowski
@saveaslave
@whereisjustice0
@lrod49
@robertrokdawg
@suzost
@hyltonrobin
@phyllishart16

Top Tweeters in G10:
@miltonespinozaf
@yojudenz
@mkues65
@shoutgracegrace
@powerglobalus
@icare4america16
@ptsd1471
@foxnews
@leahr77
@kahlersabrina


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